Cargando…
An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy
Dapagliflozin, an inhibitor of sodium-glucose cotransporter 2 (SGLT2), is a new type of oral hypoglycemic drugs which can promote glucose excretion in the kidney. Studies have shown that dapagliflozin has renoprotective effect in the treatment of type 2 diabetes. However, the underlying mechanism re...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9533015/ https://www.ncbi.nlm.nih.gov/pubmed/36213291 http://dx.doi.org/10.3389/fendo.2022.967822 |
_version_ | 1784802249075064832 |
---|---|
author | Bai, Zhenyu Xie, Ting Liu, Tianhao Chen, Zedong Yu, Linde Zhang, Chao Luo, Jincheng Chen, Liguo Zhao, Xiaoshan Xiao, Ya |
author_facet | Bai, Zhenyu Xie, Ting Liu, Tianhao Chen, Zedong Yu, Linde Zhang, Chao Luo, Jincheng Chen, Liguo Zhao, Xiaoshan Xiao, Ya |
author_sort | Bai, Zhenyu |
collection | PubMed |
description | Dapagliflozin, an inhibitor of sodium-glucose cotransporter 2 (SGLT2), is a new type of oral hypoglycemic drugs which can promote glucose excretion in the kidney. Studies have shown that dapagliflozin has renoprotective effect in the treatment of type 2 diabetes. However, the underlying mechanism remains unclear. Here, we combined integrated RNA sequencing and network pharmacology approach to investigate the molecular mechanism of dapagliflozin for diabetic nephropathy (DN). Dapagliflozin significantly relieved glucose intolerance, urinary albumin/creatinine ratio (UACR) and renal pathological injuries of db/db mice. The LncRNA and mRNA expression in kidney tissues from control group (CR), db/db group (DN) and dapagliflozin group (DG) were assessed by RNA sequencing. We identified 7 LncRNAs and 64 mRNAs common differentially expressed in CR vs DN and DN vs DG, which were used to construct co-expression network to reveal significantly correlated expression patterns in DN. In addition, network pharmacology was used to predict the therapeutic targets of dapagliflozin and we constructed component-target-pathway network according to the results of RNA sequencing and network pharmacology. We found that SMAD9, PPARG, CD36, CYP4A12A, CYP4A12B, CASP3, H2-DMB2, MAPK1, MAPK3, C3 and IL-10 might be the pivotal targets of dapagliflozin for treating DN and these genes were mainly enriched in pathways including TGF-β signaling pathway, PPAR signaling pathway, Chemokine signaling pathway, etc. Our results have important implication and provide novel insights into the protective mechanism of dapagliflozin for treating DN. |
format | Online Article Text |
id | pubmed-9533015 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95330152022-10-06 An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy Bai, Zhenyu Xie, Ting Liu, Tianhao Chen, Zedong Yu, Linde Zhang, Chao Luo, Jincheng Chen, Liguo Zhao, Xiaoshan Xiao, Ya Front Endocrinol (Lausanne) Endocrinology Dapagliflozin, an inhibitor of sodium-glucose cotransporter 2 (SGLT2), is a new type of oral hypoglycemic drugs which can promote glucose excretion in the kidney. Studies have shown that dapagliflozin has renoprotective effect in the treatment of type 2 diabetes. However, the underlying mechanism remains unclear. Here, we combined integrated RNA sequencing and network pharmacology approach to investigate the molecular mechanism of dapagliflozin for diabetic nephropathy (DN). Dapagliflozin significantly relieved glucose intolerance, urinary albumin/creatinine ratio (UACR) and renal pathological injuries of db/db mice. The LncRNA and mRNA expression in kidney tissues from control group (CR), db/db group (DN) and dapagliflozin group (DG) were assessed by RNA sequencing. We identified 7 LncRNAs and 64 mRNAs common differentially expressed in CR vs DN and DN vs DG, which were used to construct co-expression network to reveal significantly correlated expression patterns in DN. In addition, network pharmacology was used to predict the therapeutic targets of dapagliflozin and we constructed component-target-pathway network according to the results of RNA sequencing and network pharmacology. We found that SMAD9, PPARG, CD36, CYP4A12A, CYP4A12B, CASP3, H2-DMB2, MAPK1, MAPK3, C3 and IL-10 might be the pivotal targets of dapagliflozin for treating DN and these genes were mainly enriched in pathways including TGF-β signaling pathway, PPAR signaling pathway, Chemokine signaling pathway, etc. Our results have important implication and provide novel insights into the protective mechanism of dapagliflozin for treating DN. Frontiers Media S.A. 2022-09-21 /pmc/articles/PMC9533015/ /pubmed/36213291 http://dx.doi.org/10.3389/fendo.2022.967822 Text en Copyright © 2022 Bai, Xie, Liu, Chen, Yu, Zhang, Luo, Chen, Zhao and Xiao https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Endocrinology Bai, Zhenyu Xie, Ting Liu, Tianhao Chen, Zedong Yu, Linde Zhang, Chao Luo, Jincheng Chen, Liguo Zhao, Xiaoshan Xiao, Ya An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title | An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title_full | An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title_fullStr | An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title_full_unstemmed | An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title_short | An integrated RNA sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
title_sort | integrated rna sequencing and network pharmacology approach reveals the molecular mechanism of dapagliflozin in the treatment of diabetic nephropathy |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9533015/ https://www.ncbi.nlm.nih.gov/pubmed/36213291 http://dx.doi.org/10.3389/fendo.2022.967822 |
work_keys_str_mv | AT baizhenyu anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT xieting anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT liutianhao anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT chenzedong anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT yulinde anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT zhangchao anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT luojincheng anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT chenliguo anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT zhaoxiaoshan anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT xiaoya anintegratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT baizhenyu integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT xieting integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT liutianhao integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT chenzedong integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT yulinde integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT zhangchao integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT luojincheng integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT chenliguo integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT zhaoxiaoshan integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy AT xiaoya integratedrnasequencingandnetworkpharmacologyapproachrevealsthemolecularmechanismofdapagliflozininthetreatmentofdiabeticnephropathy |